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Token Calculator

The Token Calculator helps estimate model usage cost before sending traffic through TokenVue.

It uses public model pricing data, input token counts, output token counts, and request volume to estimate per-request cost, batch cost, and projected monthly cost.

Token Calculator Overview

What the Token Calculator Does

The Token Calculator helps teams compare model costs before choosing or routing traffic to a provider.

You can use it to estimate:

  • Input token cost
  • Output token cost
  • Request fees
  • Total cost per request
  • Batch cost across many requests
  • 30-day projected cost
  • Context window usage
  • Lower-cost model alternatives

Model Selection

The calculator loads paid models from the public model catalog.

You can filter models by:

  • Provider
  • Model name
  • Model ID
  • Search keyword

After selecting a model, TokenVue shows pricing information such as input cost, output cost, and context length.

Token Inputs

Token Calculator uses three main inputs:

FieldDescription
Input tokensThe estimated number of tokens sent to the model.
Output tokensThe estimated number of tokens returned by the model.
RequestsThe number of requests to calculate cost for.

These values are used to calculate the cost for one request, a batch of requests, and a 30-day projection.

Cost Metrics

TokenVue displays the calculated result in several views:

  • Per request: Estimated cost for one model request
  • Batch total: Estimated total cost for the entered request count
  • 30-day projection: Estimated cost if the same batch runs daily
  • Context use: How much of the model context window the request may use

Token Calculator Metrics

Sample Prompts

The calculator includes sample profiles to quickly estimate common workloads, such as:

  • Support replies
  • RAG answers
  • Batch summaries

Token Calculator Sample

You can also enter your own sample input and sample output. TokenVue estimates token counts from the sample text and lets you apply those estimates to the calculator.

Lowest Current Estimates

TokenVue compares the current token mix against available paid models and shows lower-cost alternatives.

This helps teams quickly see whether another model may be cheaper for the same input, output, and request volume.

Token Calculator Estimates

Best Practices

  • Use realistic input and output token counts.
  • Compare multiple models before choosing a production route.
  • Check context usage for large prompts or RAG workflows.
  • Use 30-day projection for budget planning.
  • Validate estimates against real usage logs after traffic starts.
  • Treat sample-based token counts as estimates, not exact billing numbers.

In Short

The Token Calculator is a planning tool for model cost estimation.

It helps teams understand expected LLM spend before configuring virtual keys, budgets, or Auto Router policies in TokenVue.